Elimination diets are structured eating plans that involve systematically removing specific foods or food groups from one's diet to identify potential food allergies, intolerances, or sensitivities. These diets are often used as diagnostic tools to pinpoint foods that may be causing adverse health effects such as gastrointestinal distress, skin conditions, or respiratory issues.